The attic felt like a forgotten world. But as she started to explore the contents, she found herself filled with an eagerness that she had not known she had for so long. She started to carefully lift the lids of different boxes. Her fingers trembled, but it was a pleasant shiver.

A collection of antique games, a child's toy chest, and a box of old records lay before her. A smile spread across her face as she imagined playing the games, listening to the music, and learning the stories behind the artifacts. She started to plan where she would put everything. She couldn't wait to share it.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:
de1.065
la0.865
B0.465
🀩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
不-0.449
😣-0.443
S-0.442